ZygoteRules

JuliaHub·Source·Documentation

Last updated: Jul 1, 2026

Cumulative

Downloads last 30 days: 57,485
Downloads last week: 12,500
Downloads last day: 2,059
Downloads last 30 days: 57,485
Downloads last week: 12,500
Downloads last day: 2,059

Total Downloads

Lifetime Growth (cumulative)

Downloads by Region

Dependencies

4 packages (2 direct, 2 transitive)

Package	Depth ↑	Downloads ↓
MacroTools	Direct	292,925
ChainRulesCore	Direct	206,628
Compat	Depth 2	459,116
TOML	Depth 3	2,158

Dependents

100 packages (16 direct, 84 transitive) · 73,197 downloads (last 30 days)

Package	Depth ↑	Downloads ↓
Zygote	Direct	50,655
DistributionsAD	Direct	3,787
DiffEqSensitivity	Direct	516
DiffEqGPU	Direct	308
ScatterNNlib	Direct	116
ValueShapes	Direct	112
Quadrature	Direct	90
BAT	Direct	70
SliceMap	Direct	59
AbstractNeuralNetworks	Direct	49
GeometricMachineLearning	Direct	22
SpectralDistances	Direct	7
NamedPlus	Direct	7
Torch	Direct	5
ArrayAllez	Direct	3
BliContractor	Direct	3
Flux	Depth 2	12,010
SciMLSensitivity	Depth 2	2,061
PEPSKit	Depth 2	315
NeuralPDE	Depth 2	271
Surrogates	Depth 2	229
LaplaceRedux	Depth 2	149
LuxTestUtils	Depth 2	149
Sleipnir	Depth 2	147
FluxTraining	Depth 2	143
BetaML	Depth 2	140
FluxOptTools	Depth 2	110
NonconvexUtils	Depth 2	105
NonconvexCore	Depth 2	84
NonconvexMMA	Depth 2	70
CounterfactualExplanations	Depth 2	70
ReinforcementLearningZoo	Depth 2	67
Transformers	Depth 2	66
Octofitter	Depth 2	63
NonconvexIpopt	Depth 2	53
SciMLExpectations	Depth 2	53
StochasticGene	Depth 2	51
ACEpotentials	Depth 2	46
GridapTopOpt	Depth 2	43
TNRKit	Depth 2	41
FinancialMonteCarlo	Depth 2	31
DeconvOptim	Depth 2	29
TopOpt	Depth 2	27
Fluxperimental	Depth 2	26
SymbolicNeuralNetworks	Depth 2	26
StochasticAD	Depth 2	26
DiffFusion	Depth 2	25
TuringBenchmarking	Depth 2	24
MGVI	Depth 2	23
Solaris	Depth 2	21
ContinuousNormalizingFlows	Depth 2	21
QuadratureCuba	Depth 2	20
DeepCompartmentModels	Depth 2	20
JointEnergyModels	Depth 2	19
Tsunami	Depth 2	19
RadiationSpectra	Depth 2	18
AutoComputationalGraphTuning	Depth 2	17
MagNav	Depth 2	16
NonconvexJuniper	Depth 2	16
NonlinearOptimizationTestFunctions	Depth 2	16
ISOKANN	Depth 2	16
RobustNeuralNetworks	Depth 2	15
MCPhylo	Depth 2	15
AutoEncoderToolkit	Depth 2	14
ParallelParticleSwarms	Depth 2	14
ArrayPadding	Depth 2	14
WaveOpticsPropagation	Depth 2	14
Jello	Depth 2	14
ConditionalDists	Depth 2	13
RandomMeas	Depth 2	12
SignalTemporalLogic	Depth 2	12
SphereUDE	Depth 2	11
DerivableFunctions	Depth 2	11
NonconvexNLopt	Depth 2	11
MixedComplementarityProblems	Depth 2	11
SwissVAMyKnife	Depth 2	11
LearningHorse	Depth 2	11
Nevanlinna	Depth 2	11
AugmentedGaussianProcesses	Depth 2	10
RelevancePropagation	Depth 2	10
Kinbiont	Depth 2	10
QuanEstimationBase	Depth 2	10
PDMPFlux	Depth 2	10
QuantumNLDiffEq	Depth 2	9
WeightedArrays	Depth 2	9
HighDimPDE	Depth 2	9
NoiseModels	Depth 2	8
AsapOptim	Depth 2	8
TextModels	Depth 2	8
SeaPearl	Depth 2	8
ApplicationDrivenLearning	Depth 2	8
Crux	Depth 2	8
ODINN	Depth 2	8
GaussianVariationalInference	Depth 2	7
NonconvexNOMAD	Depth 2	7
UniversalDiffEq	Depth 2	7
ElectrochemicalKinetics	Depth 2	7
EasyHybrid	Depth 2	7
DifferentiableBackwardEuler	Depth 2	7
GeneExpressionProgramming	Depth 2	7